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Donald Glover (born September 25, 1983) is an American actor, performer, rapper, producer, writer, director, comedian, singer, and songwriter. He was raised in Stone Mountain, Georgia as a Jehovah's Witness. He performed under the stage name Childish Gambino, which was generated by the Wu-Tang Clan's name generator. As a disk jockey, he would perform under the name mcDJ, his other works are signed by his given name, Donald Glover.
Glover got his first break when he was noticed by Tina Fey for his work with Derrick Comedy while he was a student at NYU. Fey hired him at 23 as a writer for the NBC sitcom 30 Rock. He later played Troy Barnes on the NBC sitcom Community next to Chevy Chase, Alison Brie, Danny Pudi, Joel McHale, Ken Jeong, Yvette Nicole Brown and Gillian Jacobs. Glover stars on the FX series Atlanta which he also wrote and produced. Atlanta earned Glover an Emmy at the 2017 awards. He had produced three successful studio albums, Camp (2011),Because the Internet(2013), and "Awaken, My Love!"(2016) before retiring from producing music.


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text:
Home World Tales for a h...
Tales for a home: Tibet towards freedom (Part 1)
By Sagar Sethi
Almost half a century ago the sea of red consumed the inner peace in Tibet. During this invasion a rally of Buddhist monks were clapping. In October 1949, the forty thousand Chinese soldiers that blurred the lines separating Tibet from their motherland returned the favour with hand-claps of their own. So, these forty thousand marched across the river Yangtze into the eastern province of Tibet expecting some resistance or rebellion but were instead welcomed with an applause. This moment in history is classic! Not for the act of mutual reciprocity but because the gesture of hand-clapping among the Tibetan Buddhists means among other things to "Go away, I resent you."
Passang
How does remembering a home you can never go back to feel? Not because you ran away from it but because you were forced to. Passang, a Tibetan refugee currently putting up in Majnu ka Tila, says that "China has not only bitten your borders (India), it has eaten away our lives too." She came to India when she was only eleven and even after so many years she still feels homesick.
In April 1959 the 14th Dalai Lama Tenzin Gyatso, the leader of Tibet, himself escaped from his home and reached Tezpur in Assam, India on 18 April 1959. The Buddhism that spread from India to Tibet returned to India as a religion in exile, forced from its homeland.
Much like in India, religion is the be all and end all for the people of Tibet. In fact every time Tibet is mentioned our minds jump to 'Buddhism' in a matter of seconds. But what was there before the arrival of Buddhism in the 7th-8th centuries A.D in Tibet? Before their conversion into Buddhism the people of Tibet were mostly accustomed to barbaric traditions and customs. These barbarians painted their faces red with ochre or vermilion and that's how they got the name "red faced men."
Pre-Buddhist barbarianism gradually faded as the influence of Buddhism strengthened. These changes converted the red faced men into more peace loving and civilized people. Their purpose in life shifted to inner peace and wisdom. Interestingly, it was the influence of Buddhism that had made the Indian emperor Ashok the Great change his pro war strategy into a more philanthropic one.
Photo credit: tibetmuseum.org
Then why did the People's Republic of China send an army of forty thousand to liberate the people of Tibet? The question really is liberate them from what – inner peace? Perhaps they feel no need for soft spoken Tibetan Buddhists in a World that can't stop talking.
The people of Tibet, isolated off the Himalayas with an identity of their own, were robbed of their home just around the time when we Indians gained ours. Less than a week ago, 'We the people of India' celebrated sixty eight years of our unity in diversity. This was witnessed by many Tibetan refugees who still long for their independence, their freedom. Their struggle might not concern our status as an independent nation but Tibet does hope that our motto 'unity in diversity' turns into a global ethic.
Since the exodus of Tibetian Buddhists from their homes, a lot has been exchanged between Indians and them. We will discuss the character of this cultural symbiosis and the influence it had on Sino-Indian bilateral relations in the series that follow.
Manoj Sethi
Buddhism is a religion which practices inner peace and Tibetans being Buddhists have not been able to free themselves from the Red brigade of China since they are habitually not aggressive. Unless a good sense of spirituality prevails over the leadership of China, one feels the longing for freedom by Tibetans is a far cry.
Sagar Sethi
Thank you for your suggestion 🙂 I hope there are other ways to bring a change in this scenario since solely relying upon China's leadership has proved futile for the struggle of Tibetan independence. Perhaps if the issue is stressed upon with greater force and determination by our government in its relations with China.
Their hopes are pinned on us, and their optimism is commendable.
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Tibetan Communities, Like All Faith Communities, Should Be Able to Select, Educate and Venerate Their Religious Leaders Without Government Interference
Earlier this month at the 3rd Special General meeting in Dharamshala, Tibetans from far and wide underscored the right of the Dalai Lama
Tibetan Buddhists
Tibetan Communities

redpajama_set_name: RedPajamaCommonCrawl


text:
Il faudra leur dire est une chanson de Francis Cabrel. Elle a été sortie en single crédité à « Cabrel et les enfants » en 1986.

Développement et composition
La chanson a été écrite et composée par Francis Cabrel lui-même. L'enregistrement a été produit par Georges Augier.

Elle a été composée à l'origine pour le baptême de sa première fille. Elle a été ensuite utilisée pour illustrer le court-métrage sur la leucémie Doru huit ans : vivre vite de Michel Brack.

Le chœur d'enfants est interprété par les Petits chanteurs d'Asnières : Alexandra, Frederic, Luce, Mathieu, Pailly, Yannick.

Performance commerciale
La chanson a atteint la  place en France.

Liste des pistes
Single 7" 45 tours CBS 650291 7 (1986)
 Il faudra leur dire (3:42)
 Il faudra leur dire (Instrumental) (3:42)

Reprises
La chanson a été reprise, entre autres, par Michèle Torr avec Nina Vidal-Guigues, la petite-fille de Michèle, Ray Charles, Kids United avec Corneille, Les Prêtres et Vox Angeli.

Classements

Voir aussi
En l'an 2001, Pierre Bachelet avec Les Petits Écoliers chantants de Bondy, (1985).
I Have a Dream, ABBA, en concert au Wembley Arena avec un chœur d'enfants, (1979).

Notes et références

Liens externes
 Cabrel et les enfants — Il faudra leur dire (single) sur Discogs

Chanson de 1986
Single musical sorti en 1986
Chanson interprétée par Francis Cabrel
Chanson écrite par Francis Cabrel
Chanson interprétée par les Kids United
Single publié par CBS Disques

redpajama_set_name: RedPajamaWikipedia


Union County College is a public comprehensive community college. It is the oldest of New Jersey's 19 Associate Degree Colleges. The College operates major campuses in Cranford, Elizabeth, Plainfield, and Scotch Plains. It enrolls almost 30,000 credit, non-credit, and continuing education students and is accredited by the Middle States Commission on Higher Education.
Many programs lead to the Associate in Arts and the Associate in Science degrees. Students who satisfactorily complete these two-year programs may transfer to four-year institutions for their junior and senior years. Other programs lead to the Associate in Applied Science degree, the Certificate or the Certificate of Achievement, after which students may choose to conclude their formal education and seek employment in their fields of study. Union County College confers the Associate in Science degree upon graduates of Trinitas School of Nursing, Elizabeth, N.J., and JFK Medical Center Muhlenberg Harold B. and Dorothy A. Snyder Schools, Plainfield, N.J.
Union County College has a remarkable history as New Jersey's first community college. The College has lived three separate lives since its birth in 1933 as a one-room night school in a Union County high school. Over the past eight decades, the College that was known by such names as Union County Junior College, Union Junior College, and Union College is now Union County College, a comprehensive community college serving 12,000 credit and 10,000 non-credit students at three campuses in Union County, New Jersey.
U.S. President Franklin D. Roosevelt founded Union County Junior College as an "emergency junior college" through the federal Works Project Administration. The College's original mission was to provide jobs for unemployed teachers and professors.
By 1936, the College became Union Junior College as an independent, non-profit, degree-offering institution governed by a Board of Trustees. The College's mission was to prepare students for transfer to earn bachelor's degrees.
In 1982, the County-funded Union County Technical Institute merged with what was now a 50-year-old junior college (Union College) to become the Union County College we know today. The merger included the establishment of a Board of Trustees to oversee College operations as well as a separate Board of Governors to play an advisory role and assist in the appointment of Trustees.
With the merger of the Technical Institute with the extant junior college, Union County College adopted the multi-tiered mission of an open-access, comprehensive community college. As such, the College has over 60 associate degree and certificate programs, as well as noncredit opportunities for continuing education and workforce development. The College is committed to its "open door" mission as evidenced by its providing developmental education for academically underprepared students. Since Fall 2014, the College has also attracted the County's brightest students to participate in its American Honors Program, a cohort-based degree program that provides honors students with seamless transfer to the nation's top universities.
Union County College has campuses in Cranford, Elizabeth, Plainfield, and Scotch Plains. An increasing number of students are also taking classes online. The College offers more than 150 courses through its distance education program.
More than half of the College's students are enrolled on the Cranford Campus's 47-acre suburban setting. The Elizabeth Campus is located in the heart of New Jersey's fourth largest city, and more than 40 percent of the College's students take at least one class in either the Lessner or Kellogg buildings in Elizabeth. The Plainfield Campus, which had been confined to a single City block since opening in 1992, doubled its footprint as a result of the 2013 purchase of property that was once an automotive parts facility.
In fall 2015, the Plainfield campus Annex building was completed for the Health Sciences programs. Students in the Practical Nursing, Emergency Health Science, and Paramedic Programs are studying in newly built, state-of-the-art labs. It houses a new information commons, a cafeteria, the Academic Learning Center and the bookstore.
In fall 2016, a new two-story, 40,000-square-foot facility has become the hub of the College's Cranford campus where a wide range of student services are housed. The new Student Services Building is home to the Helen E. Chaney Student Services Center, a one-stop center on the first floor that includes: Registration Services; Bursar and Payment Services; Financial Services; Disability Services; Educational Opportunity Fund Services; Advising, Career and Transfer Services and meeting rooms. The second floor houses an array of computer and multi-use classrooms, math faculty and staff offices, and support facilities.
Diagnostic Medical Sonography - (Commission on Accreditation of Allied Health Education Programs with the recommendation of the Joint Review committee on Education in Diagnostic Medical Sonography), conducted jointly with JFK Medical Center Muhlenberg Harold B. and Dorothy A. Snyder Schools.
There are nine major buildings on the Cranford Campus at 1033 Springfield Ave, Cranford: Kenneth Campbell McKay Library, Academic Learning Center, and the Center for Visual Arts and Communication; the Humanities, Science, and Nomahegan Buildings with classrooms, lecture halls, seminar rooms, science and computer laboratories, and faculty offices, lounges, cafeteria and faculty dining room; the NEW Student Development Building contains lecture and computer classrooms, faculty offices, and the Student Services Center offering One-Stop Registration, advising, and support services; the Campus Center with the Roy W. Smith theater, gymnasium, fitness center, Executive Education (teleconferencing) Center, other facilities for student activities, and bookstore; the Victor M. Richel Commons, a student life/student lounge facility featuring an atrium and multilevel floor providing a variety of lounge and meeting spaces; James R. MacDonald Hall, which contains administrative offices; and the William Miller Observatory, which houses a 24-inch reflector and 10-inch refractor telescopes, a lecture room, optical shop, and computer center.
The College shares a 40-acre campus in Scotch Plains at 1776 Raritan Road, Scotch Plains with the Union County Vocational Technical Schools and the John H. Stamler Police Academy. Union County College and Rutgers University jointly operate the Regional Health Education Center in the College's 65,000 sq. ft. Health Technologies Building, and it has also been designated as the fifth campus of Rutgers University. It provides classrooms, lecture hall, seminar and conference rooms, allied health and science laboratories, library, faculty and administrative offices, dining room and Campus Center.
Thanks to the support of our community volunteers, the Foundation funds four student success campaigns that have a dramatic impact on student outcomes.


After struggling last season with the Knicks, Shane Larkin is hoping a different system and borough will rejuvenate a career that he believes was stalled by Phil Jackson's triangle.
"(The triangle) just wasn't the best fit for me," Larkin said. "It's a good system but I'm a pick-and-roll point guard. That's how I got in the NBA, playing pick-and-roll in college. That's how I got here and now being back in a system where I can play the pick-and-roll and just getting in the lane, create for others, shoot my floater, and do a bunch of other things."
Larkin was introduced Thursday as Brooklyn's new point guard, signing a two-year, $3 million deal to play alongside Brook Lopez and Thaddeus Young. Where he fits in the rotation is still up in the air, considering the Nets have four point guards on the roster and it's not clear who will stick around before training camp.
Larkin, 22, who is on his third NBA team in three seasons, acknowledged that he's motivated to avoid a journeyman's career, that he wants to stick around in Brooklyn beyond his contract. The former 18th overall pick out of the University of Miami averaged 6.2 points and three assists last season, leading the 17-win Knicks in minutes played.
"My rookie year (in Dallas), coming off an injury, I broke my ankle, miss the first 20 games. Last year, being in a system where it wasn't really a fit," said the son of MLB Hall of Famer Barry Larkin. "I feel like this year I can really go out there and be in the pick-and-roll, be in my comfort zone.
"I'm not talking bad about (the triangle)," Larkin clarified, "I just want to get that out there. It's a great offense. I wish them nothing but the best."
The three other point guards on Brooklyn's roster have considerable more experience than Larkin – Deron Williams, Jarrett Jack and Steve Blake. But Williams and Jack are on the trading block as GM Billy King attempts to cut salary.
A source told the Daily News that the Nets are still deciding whether to keep Blake, who was acquired in a trade last month with Portland and is a buyout candidate.
"I know we have a lot of guys at the point guard position. That'll be resolved hopefully in the next month, eliminate, so hopefully we won't have as many going to camp," King said.
"The one thing (is) he's still young. He came out (of college) early," King said of the 22-year-old. "And we just said we want to get back to how you played in Miami – allowing you to be a leader on the floor, run the pick-and-roll, get up and down the court. That was the pitch to him."
The Knicks did not try to re-sign Larkin, who was acquired from the Mavericks before last season.
"I talked to Billy (King) at 12 midnight, the first minute we could talk," Larkin said. "I knew they had strong interest. I had some other teams that called but he was the only other GM that called at that time of night and express that type of interest. So just for him to do that showed me that they wanted me here. That was enough for me."


This Core Set invites you to enter a completely new era of infantry battles in the Star Wars galaxy, pitting the overwhelming Separatist droid forces against the Republic's crack armies of clone troopers and Jedi Knights. With the thirty-nine unpainted, easily assembled miniatures you find here, you can begin building and painting a unique army of the Clone Wars' most iconic heroes, villains, troopers, and vehicles. As you do, you'll develop new strategies and deploy new tactics tailored to each of these faction's unique capabilities. In addition to introducing the Galactic Republic and Separatist Alliance to the game as new factions, this Core Set contains all the cards, tools and tokens you need to begin staging your own Star Wars battles right away, making this the perfect starting point for building your Star Wars: Legion collection. Importantly, the Clone Wars Core Set is not a new edition of the game, and you don't need the original Core Set to start playing. The Clone Wars Core Set is fully compatible with all previous Star Wars: Legion products, inviting you to play out whatever battles you can imagine across the saga.


Mansi Choksi is a journalist based in New York. She writes about gender, politics, crime, identity, pop-culture and the distribution of opportunity.
All My Stories Are Political. I Checked.
K.M. Allan offers other aspiring authors tips for sustainable writing resolutions to keep in 2018 and beyond, from celebrating success to building healthy habits.
Nathaniel Tower is a writer with a family and a full-time job — and his position on whether or not a daily writing habit is crucial has become more nuanced over time.
Looking for some good reading during the holiday season? Here's every story that was chosen as number one in Longreads' Weekly Top 5 email.
The personal site of Chloe Caldwell, author of I'll Tell You in Person, Legs Get Led Astray, and Women.
Teju Cole chats with Steve Paulson about the beauty of sentence fragments and his meditative approach to combining text and photography in his book, Blind Spot.
Founded in 1994, the Scotiabank Giller Prize recognizes excellence in long form and short form Canadian fiction. At $140,000, the Giller Prize is the largest literary prize in Cananda.
Lovingly curated by Sarah Yewman, a "self-confessed picture-book geek," picture books blogger reviews and showcases illustrated stories for diverse audiences of all ages.
Co-founded by Pulitzer-winning author Viet Thanh Nguyen, diaCRITICS covers the arts, culture, and politics of Vietnamese diasporas around the world.
If the latest celebrity and/or presidential Twitter feud left you uninspired, Emily Temple at Literary Hub is here for the rescue with some of Virginia Woolf's harshest, wittiest takedowns.
Author Ann Morgan of A Year of Reading the World in Crete.


text:
Sinanggul is een bestuurslaag in het regentschap Jepara van de provincie Midden-Java, Indonesië. Sinanggul telt 12.233 inwoners (volkstelling 2010).

Plaats in Midden-Java


text:
Why did I get letter 4464C from the IRS?
It means the IRS has pulled your return for review but it is not an audit. They are verifying the information reported on your tax return and matching documents they received from payers such as employers, banks, etc.
Is a 4464C letter bad?
The IRS sends these letters out to verify identity and reduce fraud. It does not mean that you have done anything wrong. The IRS is being very diligent in trying to protect individuals and their identities.
How long can the IRS hold your taxes for review?
Technically, except in cases of fraud or a back tax return, the IRS has three years from the date you filed your return (or April 15, whichever is later) to charge you (or, "assess") additional taxes.
Does the IRS have an integrity and verification operations?
Background. Return Integrity Verification Operation (RIVO) strengthens the integrity of the tax system by: Protecting the public interest by improving IRS's ability to detect and prevent improper refunds.
How long does a cp05a review take?
Why is my return being reviewed? We select some returns to determine if income, expenses, and credits are being reported accurately. This doesn't mean you made an error or were dishonest. Please allow us 60 days to complete our review before contacting us.
How many years back can you file taxes and get a refund?
In most cases, an original return claiming a refund must be filed within three years of its due date for the IRS to issue a refund. Generally, after the three-year window closes, the IRS can neither send a refund for the specific tax year.
What do I do if I get a 4464C letter?
You may want to Contact Taxpayer Advocate Service (TAS) if you're experiencing an economic hardship or need help in resolving problems. You can reach TAS at 877-777-4778 or TTY/TTD 800-829-4059.
Why would the IRS hold my refund for 60 days?
What does this mean? The review means that your return is pending because IRS is verifying information on your tax return (e.g., income items calculations, etc.). They may just have randomly chosen your return to review; no need to worry. They may contact you before processing your return.
What does IRS reference number 1121 mean?
Code 1121 means that your tax return is being reviewed. The automated system has flagged something as being out of the ordinary, and your return is being queued for review by a human. This may or may not result in further investigation by the IRS.


text:
Dilma Rousseff Fast Facts
CNN Library
Updated 12:54 PM ET, Mon December 31, 2018
President Dilma Rousseff delivers a televised address on Dec. 2 after the impeachment announcement.
(CNN) Here's a look at the life of former Brazilian President Dilma Rousseff.
Birth date: December 14, 1947
Birth place: Belo Horizonte, Minas Gerais, Brazil
Birth name: Dilma Vana Rousseff
Father: Pedro Rousseff, construction entrepreneur
Mother: Dilma Jane (da Silva) Rousseff, teacher
Marriages: Carlos Araujo (1973-2000, divorced); Claudio Galeno Linhares (1968-early 1970s, divorced)
Children: with Carlos Araujo: Paula, 1976
Education: Federal University of Rio Grande do Sul, B.A. Economics, 1977
Other Facts:
Prior to running for president, she had never run for an elected office.
Joined the resistance movement against the military dictatorship and was jailed and allegedly tortured in the early 1970s.
She democratized Brazil's electricity sector through the "Luz Para Todos" (Light for All) program, which made electricity widely available, even in rural areas.
1986 - First public office position, finance secretary for the city of Porto Alegre.
2003 - Is named minister of mines and energy by President Luis Inácio Lula da Silva.
2003-2010 - Serves as chair of Petrobras, Brazil's state-run oil company.
June 2005-March 2010 - Lula da Silva's chief of staff.
April 2009 - Is diagnosed with stage one lymphoma and begins treatment. By September, she is cancer free.
October 31, 2010 - Wins a run-off election to become Brazil's first female president.
September 21, 2011 - Becomes the first female leader to kick off the annual United Nations General Assembly debates.
December 2011 - Allegations of corruption are the basis of her dismissal of six cabinet ministers in her first year in office. Between June and December, her chief of staff, ministers of tourism, agriculture, transportation, sports and labor resign along with 20 transportation employees.
September 17, 2013 - The United States and Brazil jointly agree to postpone Rousseff's state visit to Washington next month due to controversy over reports the US government was spying on her communications.
September 24, 2013 - In a speech before the United Nations General Assembly, Rousseff speaks about allegations that the National Security Agency has spied on her. "Tampering in such a manner in the lives and affairs of other countries is a breach of international law and, as such, it is an affront to the principles that should otherwise govern relations among countries, especially among friendly nations."
2014 - Executives at Petrobras are accused of illegally "diverting" billions from the company's accounts for their personal use or to pay off officials. Rousseff served as chair of Petrobras during many of the years when the alleged corruption took place. She denies any knowledge of the corruption.
October 26, 2014 - Is re-elected president. With more than 99% of votes counted, Rousseff wins 51.59% of the vote while opposition candidate Aecio Neves garners 48.41%.
December 2, 2015 - A bid to impeach Rousseff is launched by the speaker of the country's lower house of Congress, Eduardo Cunha. Rousseff has been accused of hiding a budgetary deficit to win re-election in 2014, and opponents blame her for the worst recession in decades.
April 17, 2016 - A total of 367 lawmakers in the Brazilian parliament's lower house vote to impeach President Rousseff, comfortably more than the two-thirds majority required by law. The impeachment motion will next go to the country's Senate.
May 12, 2016 - The Brazilian Senate votes 55-22 to begin an impeachment trial against Rousseff. Rousseff will step down for 180 days and Vice President Michel Temer will serve as interim president while the trial takes place.
August 4, 2016 - After a final report concludes that reasons exist to proceed with formally removing Rousseff, the Brazilian Senate impeachment commission votes in favor of trying the suspended president in front of the full senate chamber.
August 25, 2016 - Rousseff's impeachment trial begins.
August 31, 2016 - Brazil's Senate votes 61-20 in favor of removing Rousseff from office.
September 5, 2017 - Corruption charges are filed against Rousseff, her predecessor Lula da Silva, and six Workers' Party members. They are accused of running a criminal organization, to divert funds from state-owned oil firm Petrobras. The charges are related to Operation Car Wash, a lengthy money laundering investigation conducted by the Brazilian government. Lula da Silva, Rousseff, and the Workers' party deny the allegations.
October 7, 2018 - Rousseff only receives 15% of the vote for senator in the general election.
Australia<


text:
Q: ValueError:"No such layer" error in tensorflow for inception v2 model I am trying to implement Ablation CAM using Inceptionv2 trained on on imagenet weights. For implementing I have to create a model inside the main model which take input as output of last convolutional layer and output as output of whole model. Whenever I run that code it is showing no such layer.
Here is my code
`%config Completer.use_jedi=False
import numpy as np
import tensorflow as tf
import matplotlib.pyplot as plt
import numpy as np
import pandas as pd
import keras.backend as K
import cv2
import matplotlib.cm as cm
%matplotlib inline`

model = tf.keras.models.load_model('D:\Project_data\exported_model')

img_path = 'fol_5.jpg'

img = cv2.imread(img_path)

img = cv2.resize(img, (450, 450), interpolation=cv2.INTER_LINEAR)

img = img[None, ...]

model.layers[2].summary()

Since the model is very big I am sharing first few layers and last few layers.
enterModel: "model"

Layer (type)
Output Shape
Param #
Connected to

input_1 (InputLayer)
[(None, 450, 450, 3)]
0
[]

conv2d (Conv2D)
(None, 224, 224, 32)
864
['input_1[0][0]']

batch_normalization (BatchNormalization)
(None, 224, 224, 32)
96
['conv2d[0][0]']

activation (Activation)
(None, 224, 224, 32)
0
['batch_normalization[0][0]']

conv2d_1 (Conv2D)
(None, 222, 222, 32)
9216
['activation[0][0]']

batch_normalization_1 (BatchNormalization)
(None, 222, 222, 32)
96
['conv2d_1[0][0]']

activation_1 (Activation)
(None, 222, 222, 32)
0
['batch_normalization_1[0][0]']

conv2d_2 (Conv2D)
(None, 222, 222, 64)
18432
['activation_1[0][0]']

block8_10 (Lambda)
(None, 12, 12, 2080)
0
['block8_9_ac[0][0]', 'block8_10_conv[0][0]']

conv_7b (Conv2D)
(None, 12, 12, 1536)
3194880
['block8_10[0][0]']

conv_7b_bn (BatchNormalization)
(None, 12, 12, 1536)
4608
['conv_7b[0][0]']

conv_7b_ac (Activation)
(None, 12, 12, 1536)
0
['conv_7b_bn[0][0]']

conv2d_203 (Conv2D)
(None, 12, 12, 2)
3074
['conv_7b_ac[0][0]']

global_average_pooling2d (GlobalAveragePooling2D)
(None, 2)
0
['conv2d_203[0][0]']

softmax (Softmax)
(None, 2)
0
['global_average_pooling2d[0][0]']

Model architecture ended
last_conv_layer = model.layers[2].get_layer(name='conv_7b_ac')

last_conv_layer_model = tf.keras.Model(model.layers[2].inputs, last_conv_layer.output)

classifier_input = tf.keras.Input(shape=last_conv_layer.output.shape[1:])

print(classifier_input)
print(model.layers[2].output)
#classifier_model=tf.keras.Model(classifier_input,model.layers[2].output)

for layer_name in classifier_layer_names:

    x = model.layers[2].get_layer(layer_name)(x)

classifier_model = tf.keras.Model(classifier_input, x)

Whenever I am running the cell containing classifier_model. It is throwing the following error.
Output is
KerasTensor(type_spec=TensorSpec(shape=(None, 12, 12, 1536), dtype=tf.float32, name='input_1'), name='input_1', description="created by layer 'input_1'")
KerasTensor(type_spec=TensorSpec(shape=(None, 2), dtype=tf.float32, name=None), name='softmax/Softmax:0', description="created by layer 'softmax'")

ValueError: No such layer: conv2d_203 . Existing layers are [<keras.engine.input_layer.InputLayer object at 0x0000014695093370>,
<keras.layers.convolutional.Conv2D object at 0x00000146950938E0>, <keras.layers.normalization.batch_normalization.BatchNormalization object at 0x00000146955933D0>,
<keras.layers.core.activation.Activation object at 0x0000014695593850>, <keras.layers.convolutional.Conv2D object at 0x0000014695593D60>,
<keras.layers.normalization.batch_normalization.BatchNormalization object at 0x000001469593C5B0>, <keras.layers.core.activation.Activation object at 0x000001469593CA30>,
................................................................................................................................
<keras.layers.core.activation.Activation object at 0x00000146AA4CFC40>, <keras.layers.merge.Concatenate object at 0x00000146AA4D8280>,
<keras.layers.convolutional.Conv2D object at 0x00000146AA4D8340>, <keras.layers.core.lambda_layer.Lambda object at 0x00000146AA4D8B80>,
<keras.layers.convolutional.Conv2D object at 0x00000146AA4E10A0>, <keras.layers.normalization.batch_normalization.BatchNormalization object at 0x00000146AA4E1220>,
<keras.layers.core.activation.Activation object at 0x00000146AA4E1CA0>, <keras.layers.convolutional.Conv2D object at 0x00000146AA4E8220>,
<keras.layers.pooling.GlobalAveragePooling2D object at 0x00000146AA4E8850>, <keras.layers.advanced_activations.Softmax object at 0x00000146AA4E8AF0>].

.

redpajama_set_name: RedPajamaStackExchange


Home > Ask an Expert > What do I need to know about SAT scores in determining school quality?
What do I need to know about SAT scores in determining school quality?
The school's average score is not necessarily representative of the school as a whole, or even the graduating class as whole.
A: Using college entrance exam scores such as the SAT or ACT to determine the quality of schools, although quite common, is not as straightforward as it seems.
College entrance exam scores are a useful tool in evaluating a high school's quality, but if you want to use this tool correctly, there are a couple of things you need to know.
First, the school's average score is not necessarily representative of the school as a whole, or even the graduating class as whole. With the exception of a handful of states that require all high school students to take either the SAT or ACT, only students considering going onto college take either exam. Since these students are typically higher-performing students, college entrance exam scores more accurately represent the achievement of the school's college-going students. So, if SAT scores fell from one year to the next, it may not be because the quality of your school declined. Instead, it may be that the applicant pool changed. Perhaps your school has been successful at getting more lower-performing students to consider college. That would increase the number of test takers and would likely have a negative effect on the school's score, but a positive effect on the school's college-going rate.
Second, it is also important to keep in mind which college entrance exam students in your state and school typically take. There are two major college entrance exams: the SAT and ACT. In most states (see this paper) the vast majority of students take either the SAT or the ACT, not both. When evaluating your school, you need to know which exam students in your school took. If only a small number of students took the SAT, the ACT scores would be a more accurate indicator of your school's quality.
For more information about how to use SAT and ACT scores to evaluate how well your school is preparing students for college, check out the rest of our Data First Web site. Also, check out the Center's Chasing the College Acceptance Letter to learn more on what score high school students need to get accepted into a good college.


Are you one of those people who spend countless hours thinking about your home's electrical system? For most, the answer to this question is "no," and this is completely normal. However, with more and more being demanded of a home electrical system, it is important to consider whether or not it is safe.
One way to ensure your home electrical system is operating properly and that there are no issues present is by calling an electrician for an inspection. You can also install GFI outlets. These can help protect your home, minimize electrical system hazards and more.
One of the best ways for you to make sure that the electrical outlets in your home are working safely is by installing Ground Fault Circuit Interrupters, or GFCI outlets, in the areas where they are needed. Generally, this means you will install them anywhere there is plumbing nearby. This is because the main purpose of the GFCI outlets is to turn off the power if there is any risk of an electrical shock close to a water source.
There is a very good chance that there are already a few GFCI outlets installed in your home. This is especially true if it was constructed in the past few decades. You can easily recognize these outlets because they are the ones that feature the "test" and "reset" buttons.
As mentioned earlier, they are most likely going to be located near water sources, such as your kitchen and bathroom. However, if you have a home that is older and that has outdated wiring, then you may not be using these types of outlets, which could put your home and family at risk of damage and injuries. While electricians can install these outlets in older homes, there are some cases where the home will need new wiring, as well. It is best to consult with the professionals to find out what the best option is.
Where Should You Have GFCI Outlets Installed?
While bathrooms and kitchens were mentioned above, there are other areas these outlets may be needed as well. It may be wise to install this type of outlet in your laundry or utility room, the garage, basement and even the crawlspace.
There are some homeowners – especially the ones that have pets and small children – who opt to utilize GFCI outlets throughout the home for safety reasons. It may also be a good idea to install Arc Fault Circuit Interrupter outlets, or AFCI outlets too, because unlike a ground fault that can cause a shock, an arc fault results form damaged wiring, which could cause a fire.
If you are interested in having new outlets installed, it is best to call the professionals. They can evaluate your home and determine the best course of action.


text:
Marriott goes back-to-back with Nodak win, Zevenbergen claims stock car win
MINOT, N.D. (July 8, 2018) – Hunter Marriott looks poised to back up last year's Kupper Chevrolet Dakota Classic Modified Tour championship. The Brookfield, Missouri driver claimed the Modified win Sunday at Nodak Speedway for his second win in as many nights. After an 18th place finish the previous night at Jamestown Speedway, Elijah Zevenbergen rebounded to collect the IMCA Stock Car feature win.
Defending IMCA Modified national champion, Jason Wolla and Tim Ward brought the field of 30 Modifieds to the green flag for the 30-lap A-main. Wolla emerged as the leader after lap one, but he quickly had his hands full with third place starter, Michael Greseth.
Greseth pulled even with Wolla down the back straightaway on lap two before using the high side around turns three and four to take the lead. Meanwhile, perennial powerhouses, Ricky Thornton Jr. and Hunter Marriott moved into third and fourth, respectively.
A caution on lap three bunched the field back up. On the restart, Thornton went three wide with Greseth and Wolla in turns one and two before using his momentum to take second away from Wolla at the other end of the speedway.
With Marriott in tow, Thornton went after Greseth for the lead. Greseth withstood Thornton's first bid for the lead as he rode on the razor thin cushion on the top side of the speedway.
Things heated up at the halfway point of the race. Both Thornton and Marriott got a run on Greseth down the backstretch, which made for a three wide race for the lead into turn three. Marriott went from third to the point as Thornton drifted up out of turn four and caught the wall. Greseth returned the favor on Marriott with a big slide job in turns one and two, but Marriott was able to regain the lead down the backstretch.
Once out front, Marriott checked out from the rest of the field. Behind him, a torrid battle for second continued. On lap 18, Ward drove from fifth to second after getting a run off turn two. Greseth, Wolla and Thornton went three wide for third into turn three, which resulted in Greseth and Wolla making contact. The contact wounded the left front of Greseth's machine, but he continued on.
Marriott ran the remainder of the event unchallenged as he cruised to the win. Ward, Thornton, 15th place starter Kody Scholpp, and Robert Hellebust rounded out the top five.
"When we took off, I knew the car was good. I just didn't know how good it was," said Marriott in victory lane. "I just stayed up on the top with [Greseth] and [Thornton]. Then at the same time I went for the lead, Ricky went for it too and it just happened to work out for me. Once we got rolling into clean air, the car was really good. I feels good to get back to victory lane here."
It took just four laps for Elijah Zevenbergen to charge from his fifth starting position to the lead. Zevenbergen took the lead with a slide job in turn one on pole sitter Jeremy Swanson. Swanson and Dalton Flory kept Zevenberg honest through the first half of the race, but as the race advanced, Zevenbergen's lead grew.
Zevenbergen went on to take the win over 16th place starter Austin Daae.
"Last night did not go as planned… we got a little tore up. But we took today and worked on the car. I think we can say we've got the car right now," said Zevenbergen in victory lane.
Flory, Swanson and Colin Heim rounded out the top five.
Marriott holds a six point lead over RC Whitwell atop the Dakota Classic Mod Tour point standings heading into round three at Estevan Motor Speedway. Angel Munoz holds a two point lead over Thornton in the Stock Car standings.
A Feature (30 Laps): 1. 62-Hunter Marriott, [7]; 2. 4TW-Tim Ward, [2]; 3. 20RT-Ricky Thornton Jr, [5]; 4. 02-Kody Scholpp, [15]; 5. 9H-Robert Hellebust, [4]; 6. 71T-RC Whitwell, [14]; 7. 27W-Jason Wolla, [1]; 8. 11X-Tom Berry Jr, [10]; 9. 9-Billy Kendall III, [9]; 10. 99-Shawn Strand, [11]; 11. E3B-Eddie Belec, [16]; 12. 14T-Travis Hagen, [18]; 13. 175-Ethan Dotson, [8]; 14. 98-Alex Stanford, [13]; 15. 19SB-Lance Mari, [25]; 16. 29C-Drew Christianson, [17]; 17. 1-Mark Dahl, [6]; 18. 25-Hank Berry, [12]; 19. 3X-Kelly Shryock, [19]; 20. 5-Jeff Taylor, [27]; 21. 7-Marlyn Seidler, [26]; 22. 12J-Justin O'Brien, [21]; 23. 65-Jerad Thelen, [20]; 24. 4-Jordan Huettl, [30]; 25. 4J-Wayne Johnson, [22]; 26. 2A-Casey Arneson, [29]; 27. (DNF) 17-Mike Greseth, [3]; 28. (DNF) 24B-Chris Bragg, [23]; 29. (DNF) 66P-Paul Stone, [24]; 30. (DNF) 11-Steven Pfeifer, [28]
B Feature 1 (12 Laps): 1. 9-Billy Kendall III, [4]; 2. 98-Alex Stanford, [2]; 3. 29C-Drew Christianson, [1]; 4. 12J-Justin O'Brien, [5]; 5. 19SB-Lance Mari, [10]; 6. 3-Travis Ulmer, [6]; 7. 96-Tracy Domagala, [15]; 8. 6D-Dylan Goplen, [3]; 9. X-Josh Rogotzke, [7]; 10. 12-Justin Bieber, [13]; 11. 87-Curt Lund, [17]; 12. 71-Jessie Hoskins, [12]; 13. 21Z-Isaiah Geisel, [16]; 14. 7X-Jeff Hooker, [8]; 15. 71S-Brent Schlafmann, [14]; 16. (DNF) 3M-Roy Spielman, [9]; 17. (DNF) 72X-Kyler Jeffrey, [11]
B Feature 2 (12 Laps): 1. 11X-Tom Berry Jr, [1]; 2. 71T-RC Whitwell, [2]; 3. 14T-Travis Hagen, [6]; 4. 4J-Wayne Johnson, [3]; 5. 7-Marlyn Seidler, [4]; 6. 6Z-Zach Dockter, [9]; 7. 21K-Kyle Brown, [8]; 8. 2A-Casey Arneson, [10]; 9. 19-Lucas Rodin, [5]; 10. 5T-Marcus Tomlinson, [17]; 11. 2G-Troy Girolamo, [15]; 12. 72-Dallas Rice, [12]; 13. 29A-Les McLenehan, [14]; 14. 4500-Cody Peterson, [11]; 15. 3B-Brian Brennan, [13]; 16. 29-Darren Schatz, [16]; 17. (DNF) M1-Mike Hagen, [7]
B Feature 3 (12 Laps): 1. 99-Shawn Strand, [2]; 2. 02-Kody Scholpp, [3]; 3. 3X-Kelly Shryock, [1]; 4. 24B-Chris Bragg, [4]; 5. 5-Jeff Taylor, [9]; 6. 5C-John Corell, [5]; 7. 4T-Troy Heupel, [8]; 8. 87X-Bland Bohannon, [6]; 9. 21X-Jesse Hoeft, [12]; 10. 58-Shawn Nostdahl, [13]; 11. 6-Chris Schroeder, [17]; 12. 7SR-Shawn Ritter, [15]; 13. 79-Billie Christ, [10]; 14. 15T-Myles Tomlinson, [11]; 15. (DNF) O19-Travis Olheiser, [7]; 16. (DNF) 47-Delos Haugen, [16]; (DNS) 2J-Jerry Martin,
B Feature 4 (12 Laps): 1. 25-Hank Berry, [2]; 2. E3B-Eddie Belec, [4]; 3. 65-Jerad Thelen, [1]; 4. 66P-Paul Stone, [3]; 5. 11-Steven Pfeifer, [8]; 6. 75-Spencer Wilson, [5]; 7. 90-Jason Beaulieu, [12]; 8. 2-Rusty Kollman, [6]; 9. 4-Jordan Huettl, [10]; 10. 19F-John Flory, [9]; 11. 29H-Keith Hammett, [11]; 12. 6P-Travis Peery, [16]; 13. 83-Dale Neitzel, [13]; 14. 17X-Tommy Lee, [7]; 15. 01-Jonathan Schumann, [15]; 16. (DNF) 21-Aaron Turnbull, [14]
Heat 1 (10 Laps): 1. 17-Mike Greseth, [3]; 2. 29C-Drew Christianson, [1]; 3. 6D-Dylan Goplen, [5]; 4. 12J-Justin O'Brien, [7]; 5. X-Josh Rogotzke, [4]; 6. 3M-Roy Spielman, [9]; 7. 72X-Kyler Jeffrey, [6]; 8. 12-Justin Bieber, [10]; 9. (DNF) 96-Tracy Domagala, [2]; 10. (DNF) 87-Curt Lund, [8]
Heat 2 (10 Laps): 1. 9H-Robert Hellebust, [2]; 2. 11X-Tom Berry Jr, [3]; 3. 4J-Wayne Johnson, [7]; 4. 19-Lucas Rodin, [5]; 5. M1-Mike Hagen, [6]; 6. 6Z-Zach Dockter, [8]; 7. 4500-Cody Peterson, [1]; 8. 3B-Brian Brennan, [10]; 9. (DNF) 2G-Troy Girolamo, [4]; 10. (DNF) 5T-Marcus Tomlinson, [9]
Heat 3 (10 Laps): 1. 27W-Jason Wolla, [7]; 2. 3X-Kelly Shryock, [2]; 3. 02-Kody Scholpp, [4]; 4. 5C-John Corell, [1]; 5. O19-Travis Olheiser, [9]; 6. 5-Jeff Taylor, [5]; 7. 15T-Myles Tomlinson, [10]; 8. 58-Shawn Nostdahl, [8]; 9. 7SR-Shawn Ritter, [6]; 10. 6-Chris Schroeder, [3]
Heat 4 (10 Laps): 1. 175-Ethan Dotson, [1]; 2. 65-Jerad Thelen, [3]; 3. 66P-Paul Stone, [2]; 4. 75-Spencer Wilson, [6]; 5. 17X-Tommy Lee, [4]; 6. 19F-John Flory, [7]; 7. 29H-Keith Hammett, [9]; 8. 83-Dale Neitzel, [5]; 9. 01-Jonathan Schumann, [8]
Heat 5 (10 Laps): 1. 4TW-Tim Ward, [5]; 2. 98-Alex Stanford, [1]; 3. 9-Billy Kendall III, [9]; 4. 3-Travis Ulmer, [3]; 5. 7X-Jeff Hooker, [2]; 6. 19SB-Lance Mari, [8]; 7. 71-Jessie Hoskins, [7]; 8. (DNF) 71S-Brent Schlafmann, [6]; 9. (DNF) 21Z-Isaiah Geisel, [4]
Heat 6 (10 Laps): 1. 20RT-Ricky Thornton Jr, [4]; 2. 71T-RC Whitwell, [1]; 3. 7-Marlyn Seidler, [2]; 4. 14T-Travis Hagen, [3]; 5. 21K-Kyle Brown, [6]; 6. 2A-Casey Arneson, [5]; 7. 72-Dallas Rice, [9]; 8. 29A-Les McLenehan, [8]; 9. 29-Darren Schatz, [7]
Heat 7 (10 Laps): 1. 62-Hunter Marriott, [1]; 2. 99-Shawn Strand, [7]; 3. 24B-Chris Bragg, [4]; 4. 87X-Bland Bohannon, [3]; 5. 4T-Troy Heupel, [8]; 6. 79-Billie Christ, [5]; 7. 21X-Jesse Hoeft, [6]; 8. (DNF) 2J-Jerry Martin, [9]; 9. (DNF) 47-Delos Haugen, [2]
Heat 8 (10 Laps): 1. 1-Mark Dahl, [1]; 2. 25-Hank Berry, [2]; 3. E3B-Eddie Belec, [7]; 4. 2-Rusty Kollman, [4]; 5. 11-Steven Pfeifer, [6]; 6. 4-Jordan Huettl, [8]; 7. 90-Jason Beaulieu, [9]; 8. 21-Aaron Turnbull, [3]; 9. 6P-Travis Peery, [5]
Stock Cars
A Feature (25 Laps): 1. 66Z-Elijah Zevenbergen, [5]; 2. 17-Austin Daae, [16]; 3. 20F-Dalton Flory, [3]; 4. 68-Jeremy Swanson, [1]; 5. 6-Colin Heim, [4]; 6. 2M-Angel Munoz, [11]; 7. 20RT-Ricky Thornton Jr, [2]; 8. 81-Matt Speckman, [15]; 9. 1-Chris Heim, [7]; 10. 12-Rob Stenvold, [9]; 11. 20-Joe Flory, [17]; 12. 37-Jason Rogers, [13]; 13. 10N-Cody Nelson, [12]; 14. 16-Beau Deschamp, [10]; 15. 10J-Jake Nelson, [6]; 16. 87-Eric Harpole, [23]; 17. 00X-Blake Adams, [20]; 18. 95-Gregg Mann, [24]; 19. 00-Andy Altenburg, [14]; 20. 30L-Curt Lund, [18]; 21. 28M-Keith Mattox, [26]; 22. 86-Aaron Aaseth, [8]; 23. 30-Dave Moriarty, [25]; 24. 47-Devon Gonas, [22]; 25. 11S-Michael Swallers, [21]; 26. (DNF) 2-Scott Yale, [19]; 27. (DNF) 7L-Matt Lang, [27]
B Feature 1 (12 Laps): 1. 17-Austin Daae, [1]; 2. 2-Scott Yale, [4]; 3. 47-Devon Gonas, [2]; 4. 30-Dave Moriarty, [3]; 5. 41M-Mike Gotch, [9]; 6. 7-Gary Goudy Sr, [8]; 7. 99M-Kevin Mattox, [7]; 8. (DNF) 00Y-Jody York, [6]; 9. (DNF) 28A-Alan Bertsch, [5]
B Feature 2 (12 Laps): 1. 20-Joe Flory, [1]; 2. 00X-Blake Adams, [2]; 3. 87-Eric Harpole, [4]; 4. 28M-Keith Mattox, [3]; 5. 0-Scott Gartner, [8]; 6. 16B-Justin Bachmeier, [7]; 7. 5-Jace Iverson, [9]; 8. 12G-Gary Goudy Jr, [6]; 9. (DNF) 8-Robert Pickering, [5]
B Feature 3 (12 Laps): 1. 30L-Curt Lund, [2]; 2. 11S-Michael Swallers, [3]; 3. 95-Gregg Mann, [4]; 4. 7L-Matt Lang, [5]; 5. 34-Jason Kniffen, [9]; 6. 211-Joe Schrodt, [6]; 7. (DNF) 69-Kirk Martin, [1]; 8. (DNF) 52-AJ Dancer, [7]; (DNS) 3-Justin Medler,
Heat 1 (10 Laps): 1. 66Z-Elijah Zevenbergen, [1]; 2. 10J-Jake Nelson, [2]; 3. 2M-Angel Munoz, [3]; 4. 17-Austin Daae, [4]; 5. 30L-Curt Lund, [6]; 6. 87-Eric Harpole, [8]; 7. 00Y-Jody York, [9]; 8. 52-AJ Dancer, [5]; 9. 5-Jace Iverson, [7]
Heat 2 (10 Laps): 1. 68-Jeremy Swanson, [1]; 2. 86-Aaron Aaseth, [3]; 3. 10N-Cody Nelson, [5]; 4. 20-Joe Flory, [8]; 5. 30-Dave Moriarty, [4]; 6. 95-Gregg Mann, [7]; 7. 12G-Gary Goudy Jr, [6]; 8. 7-Gary Goudy Sr, [9]; 9. (DNF) 34-Jason Kniffen, [2]
Heat 3 (10 Laps): 1. 6-Colin Heim, [3]; 2. 16-Beau Deschamp, [8]; 3. 00-Andy Altenburg, [5]; 4. 69-Kirk Martin, [2]; 5. 28M-Keith Mattox, [6]; 6. 28A-Alan Bertsch, [7]; 7. 211-Joe Schrodt, [1]; 8. 0-Scott Gartner, [4]
Heat 4 (10 Laps): 1. 20RT-Ricky Thornton Jr, [5]; 2. 12-Rob Stenvold, [1]; 3. 37-Jason Rogers, [6]; 4. 47-Devon Gonas, [8]; 5. 11S-Michael Swallers, [7]; 6. 8-Robert Pickering, [3]; 7. (DNF) 99M-Kevin Mattox, [2]; 8. (DNF) 3-Justin Medler, [4]
Heat 5 (10 Laps): 1. 20F-Dalton Flory, [8]; 2. 1-Chris Heim, [2]; 3. 81-Matt Speckman, [4]; 4. 00X-Blake Adams, [7]; 5. 2-Scott Yale, [3]; 6. 7L-Matt Lang, [6]; 7. 16B-Justin Bachmeier, [1]; 8. 41M-Mike Gotch, [5]


text:
UoP BUCS Roundup - 27 November
Sports teams and activities
'Do not be angry with the rain; it simply does not know how to fall upwards...' – Vladimir Nabokov.
Stats messed up...
After last week and our infamous brush with the immortal 70% Win Ratio, rain certainly played its part in reducing our outdoor fixture programme, and it most definitely dampened Pompey's spirits as we hit a season low Win Ratio of 44% –
But before heads hang and shoulders slump, before flowers in hands wilt and the toes inside your shoes curl, let us reflect on what you have collectively become... and that is used to winning....as our season average Win Ratio of 58% can attest for.
So what is wrong with being disappointed? What is wrong with being gutted – miffed – a bit sulky and meh – absolutely nothing! Nothing at all! It shows we care and it's all because our collective expectations have been raised, and that's a positive step forward to where we want to be – as Charles Kettering put it – 'High achievement always takes place in the framework of high expectations.'
There is no doubt that the Pompey Juggernaut has stuttered this week, but this needn't be anything other than a fly in the ointment, a spanner in the works, a gherkin in the burger, a bump in the purple brick road... so take pride in your collective achievements, take solace in expecting and wanting more, for no rain can put out those fires! Long may they burn, Purple and proud into the night!
Netball:
The 2perstars! bounced back from last week's cup exit to make it 5 from 5 in the league, with a superb – 67-43 win against their closest league rivals Readings 2nds at Spinnaker yesterday. Player of the Match, Annabelle Couchman continued her dazzling shooting with a huge 55 points on the day with Captain's Player of the Match, Caitlin Johnson getting the other 12 goals. Mia Scott headed the Rebounds stats with 4 from Captain, Kristie Buckingham with 3. Rosie Rusga and Buckingham headed the Clean Intercepts stats with 3 apiece, from Scott [2] Alex Wilford, Cat Sonkur and Johnson [1]. Top of the Tips was Buckingham with 7 from Wilford and Evie Harris-Jenkins [6] Johnson and Scott [3] Rusga [2] Sonkur and King [1]. This win takes the 2's a staggering 9 points clear as they head into the winter break, to take a well deserved rest, before their season gets back underway on the 22nd of January when they play host to Holloway 1sts. A fantastic first term for the 2perstars!
The 5ths are also flying in the league and made it 4 from 4 for the season with a very convincing home win against Chichester, running out 72-29 winners. Captain El Hayes was named Player of the Match for some outstanding shooting as she maintained a superb 90% accuracy on her way to a massive 53 points on the day. Daisy Bennett [12] and Freyan Khambatta [7] got the other points for Pompey. The Clean Intercepts stats were headed by Zelal Nacak with an impressive 8, from Anja Owona Okou [5] and Daisy McVicar [3]. Captain's Player of the Match, Maria Wathen, Anya Butler and Bennett all got 2 apiece, with Ellie Walton, Hayes and Khambatta one each. Top of the Tips was Owona Okou with 7, from Nacak [6] McVicar [4] Wathen, Hayes and Bennett [3] Butler and Khambatta [2] and Walton with 1. This win keeps them 3 points clear of Reading 3rds in 2nd place, as the 5ths look to round things off for the first term when they host West London 1sts in their final match, taking them to the halfway stage of a very memorable campaign.
The 6's recorded their 2nd league win of the season at Royal Holloway 3rds, 32-16, to lift them up to 3rd in the table in the Tier 7 standings. They host St. Mary's 3rds next Wednesday in their penultimate outing before the break.
Hockey:
Women's 1sts got back to winning ways as they secured a superb 4-2 away win at UCL 2nds yesterday to remain out on their own in second spot behind unbeaten league leaders, Surrey 1sts. They finish the first term with a Home match against Brighton 1sts at Langstone next Wednesday.
Women's 2nds were on the road yesterday, and here's Captain, Lucy Lee to tell us how they got on in the capital –
Ladies 2's dominated possession against 2nd in the table, Kings College 4's, with a 1-0 win, thanks to a goal from Isabelle Smith, to put us top of the league. 100% effort from every player despite only having one sub. GK Meg had the easiest game and didn't touch the ball once. Player of the Match went to Lea Cato for a cracking performance in defence.. Hoping to go into the Christmas break next week with another win and secure top spot in the league!
Lucy Lee, Women's Hockey 2nd Team Captain
And as Lucy said, they take on Reading 4ths at Langstone on December 4th, as the unbeaten 2's continue their quest for the title.
Badminton:
Men's 1sts continued their excellent campaign with a convincing 7-1 win over Surrey 1sts in SE2A to keep them 6 points clear at the top. In some closely contested singles encounters, Jonathan Avery and Long Hin Jonathan Mak both came through to win 2 matches apiece to put Pompey in control. The excellent, Thomas Wood and Chai Chee Hou then continued their unbeaten partnership to claim wins in both their Doubles encounters before Gavin Wan and Jia Ming See set the seal on victory in a superb final match which the hosts just edged. To see Jia Ming See back on court was reward enough for the fans who turned out at Spinnaker but to see him claim a win, sent them into absolute raptures! The Man of the Match award was shared between Long Hin Jonathan Mak and Chai Chee Hou. The 1's will be looking to make it 6 from 6 when they welcome Brighton next Wednesday before they take a well earned rest from proceedings, before they go again in January.
Men's 2nds recorded an impressive 4-4 draw against unbeaten Middlesex 1sts at Spinnaker as the Top 4 teams in SE3A remain separated by just 3 points. Men of the Match, Urjan Shah and James Tse won both their Doubles matches with Nicholas Oh and Dan Kelly claiming another win in the Doubles with Roy Ho taking a single win for Pompey in the Singles competition. The 2's now travel to leaders Sussex 1sts in what is undoubtedly their toughest assignment of the season to date, before they also head into the break.
Volleyball:
Women's 1sts continued their dominant form with another [3-0] straight sets victory, this time on the road at Goldsmiths 1sts – 25-21, 25-19, 25-18. This win saw Pompey inflict the first defeat of the season on their opponents, their closest rivals for the title, and puts them clear by 3 points at the top with a perfect 3 from 3 record. Captain, Megan Harvey was top of the Successful Receives with 2, Wiktoria Wysoczanska topped the Successful Attacks with 7, from Dina Grosu with 5 and Aleksandra Kowalska & Harvey with 4. Successful Blocks were topped by Grosu, Wysoczanska and Harvey with 1 apiece, whilst Ana Pereira Bastos dominated the Assists stats with 14. The Aces on the day were Grosu and Pereira Bastos both with 4 service Aces each and Jo Haszczyn was awarded the Player of the Match award. The 1's are on the road again next week when they head to St. Mary's 1sts, looking to defend their perfect record and continue their first term momentum, as they bid to stay top of SE3A.
Basketball:
Men's 1sts were in dominant mood as they travelled to Bucks New where they posted over a hundred points, coming out on top – 106-58, in what one critic has called 'a blistering performance.' This makes it 4 from 4 in the league for the 1's and takes them 6 points clear of rivals Kingston 1sts, who Pompey host next Wednesday in what is already being labelled in the press as 'unmissable' – who will claim the vital win in what the journalist from The News, that I met on the bus yesterday described as – 'It's an early title decider and there's only one place to be to find out who wins this epic encounter on the 4th December, and that's the Spinnaker Sports Centre – 19:00 Tip Off! Be there!'
Yes, he was very informative... and yes I did move seats at Commercial Road...
Rugby Union:
Women's 1sts continued their unbeaten start to the season with another bonus point win at Langstone. Pompey ran in 8 tries in a 44-5 win, and racked up over 40 points for the second consecutive week. Incredibly, Bryony Cox crossed the whitewash 5 times, with Marlyse Sifre also grabbing a hat-trick. Jess Charles and Carrie Whymark claimed 2 tries each, with Whymark kicking 2 conversions to seal the points for Pompey. This convincing win sees them join Brunel at the top of SE2A on 10 points, and next up they travel to Essex on December 4th as they look to continue their excellent start to the season.
Men's 4ths took on their closest challengers in Tier 5, Imperial 5ths, and with only 4 regular squad members, the guys from the development teams stepped up in magnificent style as they returned from the capital with a superb 17-12 win in a closely fought encounter. The brilliantly named, Harvard Fitzmaurice with 2 tries and another from Man of the Match, Miles Albert, along with a conversion from Luke Stallard, saw the 4ths remain unbeaten, as they go 4 from 4 to keep Max Clark's boys top going into the half way stage. They travel to Sussex 3rds next week looking for a repeat of the scoreline from back in October, knowing a win here will put the 4's in a commanding position as they head into the New Year.
Squash:
Men's 1sts were awarded victory at Home to Kent, to give them maximum points and send them back to the top of Tier 1 in the race for promotion with UCL 1sts and Roehampton 1sts. With both of Pompey's rivals yet to play each other in the league, this one still remains wide open. Pompey play host to Imperial 2nds next Wednesday in their penultimate league match and their final home game of the season at Spinnaker.
Men's 2nds made it 2 from 2 for Squash on the day, as they ran out comfortable winners at Roehampton 2nds. This win lifts them into second spot in SE3A, behind strongly fancied Sussex 2nds, with Surrey and Reading in close attendance. Nick Cade, Xavier Crossman and Jacob Richardson all won their matches and will be looking for more success when they travel to Reading 2nds next Wednesday.
Tennis:
Women's 1sts were awarded victory against leaders St. Mary's to remain unbeaten in league and cup as they go 3 from 3. Next up they travel to Kingston as they look to put pressure on the leaders in SE3A during the run-in to the winter break.
After a series of postponements early season, Men's 2nds continued their promising start, with a huge 6-0 win away at Brighton. James Wright [6-3, 6-0] Dmitry Andrianov [6-1, 6-2] Louis Appleby [1-6, 6-4, 11-9] and Jonny Stammers [6-0, 6-0] put Pompey 4 up in the singles to get them off to the best of starts. Appleby and Andrianov [6-0, 6-0] and Wright and Stammers [6-3, 5-7, 10-8] made it a clean sweep with two wins in the Doubles. Man of the Match was Louis Appleby. The 2's will look to go again as they travel to King's College 2nds next Wednesday before they welcome Roehampton 1sts to the Tennis Dome before the end of term.
Completely unrelated fact of the day:
There may have been moments today when many of you would have declared – 'This is like, the wettest place in the world!' However, although I understand your frustrations you would be wrong as that sodden moniker belongs to Mawsynram in the Maghalaya State of India. On average it receives a mind-dampening 11,971 mm of rainfall per annum.
Just so you can put that in context, the UK's average annual rainfall is 1,154 mm. If you can imagine sitting inside a Dolphin's mouth all day – it would be about as wet as that!
So how to reflect on today. I think Roger Miller put it best when he said – 'Some people feel the rain. Others just get wet.' –
Although it could also be argued that not many singer songwriters from Nashville have stood around in a downpour on Museum Road waiting for their teammates to show up before they head off for an away fixture, I think Roger has a point...after all he is King of the Road...
Play Up!
sport@port.ac.uk


Dr. Stella Oh is a compassionate Manhattan-based dentist with a specialty in prosthodontics and dental implant surgery. Dr. Oh received her Doctor of Dental Surgery from New York University of Dentistry and further trained an additional three years in Prosthodontics and in a two-year Implant Surgical Fellowship.
Dr. Oh comes from a family whose members dedicated their lives to helping sick patients, and she has always wanted to be in the health care field. In addition to her mathematics major, she was in the biomedical engineering program in college and developed products and therapies that would help improve patients' lives. During her early college years, Dr. Oh's experience with dental technology and dental implants greatly inspired her to pursue dentistry and further study prosthodontics to treat highly complex cases. With her training, she can perform full-mouth reconstructions caused by rampant decay, gum disease or congenitally missing teeth. Additionally, she investigates the reasons that such complex dental cases come about to begin with.
Today, Dr. Oh's main mission is to help patients to obtain the best dental health and smiles they possibly can. Dr. Oh's approach is extremely thorough, conservative yet state of art. With her kind demeanor and gentle technique, even the most dental phobic patients feel comfortable during the treatments and encouraged to strive for healthy and beautiful smile.
She also strongly believes in the integrative approach by reviewing every patient's dietary, lifestyle and medical conditions to improve one's dental health to the optimum level. Dr. Oh has always been vastly interested and continuously researches in how diet and lifestyle can impact not only the physical health but oral health.


How to deal with smoke in a bushfire situation.
We appreciate that smoke from planned burning may cause concern and inconvenience. Smoke may affect some people's health. People with heart or lung conditions (including asthma), children, pregnant women and the elderly are more sensitive to the effects of breathing in smoke.
if you are asthmatic, follow your asthma plan and carry reliever medication with you.
Burning plans can change at very short notice because of the weather.
follow any relevant advice messages.
switch your air conditioner to recycle or recirculate.
up to two weeks – if many planned burns across the state.
mostly in autumn – when burning conditions tend to be most suitable, and smoke tends to stay around.
also in spring – when conditions suit smaller strategic burns, and smoke tends to clear more quickly.
plantation companies – they burn leftover woody material after timber harvesting or before re-planting.
rail, water and other authorities – they arrange burns along railway lines and other land.
interstate agencies – from New South Wales, South Australia or even Tasmania.
Forest Fire Management Victoria and the Bureau of Meteorology have developed a smoke forecasting service to help reduce the impact of smoke on nearby communities, where possible.
The health information on this web page is also available as a leaflet (PDF, 76.0 KB).


text:
Q: Shift cell value based on column conditions I will like to shift value based on column and A B C and inside "Type" Column.
This is my dataframe:
Name   Type   A   B   C
John   AR     W   S   W
John   BR
John   CR
Jack   AR     S   S   A
Jack   BR
Jack   CR

Desired dataframe before using melt function:
Name   Type   A   B   C
John   AR     W
John   BR         S
John   CR             W
Jack   AR     S
Jack   BR         S
Jack   CR             A

A: Try using the shift function on each column:
import pandas as pd

df = pd.DataFrame({'A':['W','','','S','',''],'B':['S','','','S','',''],'C':['W','','','A','','']})

df.B = df.B.shift(1)

df.C = df.C.shift(2)

A: You can use this.
def func(x):
    for col in x.columns[2:]:
        for index,val in x.iterrows():
            if val.Type[0]==col:
                x[col]=x[col].shift(index-x.index[0])
    return x
df.groupby('Name').apply(func).fillna(' ')

Input
    Name    Type    A   B   C
0   John    AR      W   S   W
1   John    BR
2   John    CR
3   Jack    AR      S   S   A
4   Jack    BR
5   Jack    CR

Output
   Name     Type    A   B   C
0   John    AR      W
1   John    BR          S
2   John    CR              W
3   Jack    AR      S
4   Jack    BR          S
5   Jack    CR              A